Search Results for author: Andrea Grisafi

Found 3 papers, 1 papers with code

Electronic-structure properties from atom-centered predictions of the electron density

1 code implementation28 Jun 2022 Andrea Grisafi, Alan M. Lewis, Mariana Rossi, Michele Ceriotti

The electron density of a molecule or material has recently received major attention as a target quantity of machine-learning models.

Computational Efficiency Total Energy

Physics-inspired structural representations for molecules and materials

no code implementations12 Jan 2021 Felix Musil, Andrea Grisafi, Albert P. Bartók, Christoph Ortner, Gábor Csányi, Michele Ceriotti

The first step in the construction of a regression model or a data-driven analysis, aiming to predict or elucidate the relationship between the atomic scale structure of matter and its properties, involves transforming the Cartesian coordinates of the atoms into a suitable representation.

Chemical Physics

Multi-scale approach for the prediction of atomic scale properties

no code implementations27 Aug 2020 Andrea Grisafi, Jigyasa Nigam, Michele Ceriotti

Electronic nearsightedness is one of the fundamental principles governing the behavior of condensed matter and supporting its description in terms of local entities such as chemical bonds.

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